AutoArena

Automated GenAI evaluation that works

Paid(free trial) 183 Views Update:2024-10-09

What is AutoArena ?

AutoArena is an open-source tool that automates head-to-head evaluations using LLM judges to rank GenAI systems. Quickly and accurately generate leaderboards comparing different LLMs, RAG setups, or prompt variations—Fine-tune custom judges to fit your needs.

What is the usage scenario of AutoArena ?

Evaluating generative AI applications for performance and accuracy.
Conducting head-to-head comparisons of different AI models to determine the best option.
Integrating automated evaluations into continuous integration (CI) pipelines to ensure quality control.
Collaborating with team members on AI evaluations in a cloud environment.
Fine-tuning judge models for specific domains to improve evaluation accuracy.

What are the highlights of AutoArena ?

Automated head-to-head evaluation using judge models for reliable results.
Support for multiple judge models from various AI providers, enhancing evaluation diversity.
Ability to compute Elo scores and Confidence Intervals for ranking AI models.
Parallelization and randomization of evaluations to minimize bias.
Open-source access with options for self-hosting or cloud collaboration.
Fine-tuning capabilities for judge models to align with human preferences.
Integration with GitHub for automated evaluations and feedback on pull requests.
Flexible deployment options including local, cloud, or on-premise solutions.